Overview

This document tracks Beerio game statistics. Use the tabs on the left to browse between Game and Round data. A single Game consists of four Rounds, over which players must consume a 16 oz. beer or equivalent beverage. The last tracked games were 8 games played on Friday, October 2, 2020 by Neil, Shawn, Chuck, and Steve.

Game Data

Scores and Events

This table contains scores and events for all logged games.

Beverages

Since beverage data recording began on Friday, May 22, 2020, we have consumed 395 Busch Lites. Assuming an average price of $17.99 for an 18 pack, we have consumed $394.78 in Busch Lite since beverage recording began. Assuming a Busch Lite is consumed in 90% of all rounds played to date, we can extrapolate this to 1096 Busch Lites valued at $1095.39 since score recording began on Friday, March 6, 2020.

The table below depicts a cross-tabulation of players by beverages.

Chuck date_text Karly Neil Shawn Steve
Bad Granny Cider 0 0 0 1 1 0
Bon Viv 2 0 0 5 20 0
Bud Light Strawberita 0 0 0 0 4 0
Bud Seltzer 3 0 0 0 1 1
Busch Lite 77 0 0 169 112 37
Cancer 0 0 0 1 1 0
Coors Light 11 0 0 0 0 1
Flying Embers Ginger 0 0 0 0 1 0
Flying Embers Pineapple 0 0 0 1 0 0
Friday, August 14, 2020 0 9 0 0 0 0
Friday, August 21, 2020 0 8 0 0 0 0
Friday, August 28, 2020 0 8 0 0 0 0
Friday, August 7, 2020 0 7 0 0 0 0
Friday, July 10, 2020 0 9 0 0 0 0
Friday, July 17, 2020 0 10 0 0 0 0
Friday, July 24, 2020 0 7 0 0 0 0
Friday, July 31, 2020 0 8 0 0 0 0
Friday, June 12, 2020 0 9 0 0 0 0
Friday, June 5, 2020 0 10 0 0 0 0
Friday, May 22, 2020 0 6 0 0 0 0
Friday, May 29, 2020 0 6 0 0 0 0
Friday, October 2, 2020 0 101 0 0 0 0
Friday, September 11, 2020 0 7 0 0 0 0
Friday, September 18, 2020 0 7 0 0 0 0
Friday, September 25, 2020 0 6 0 0 0 0
Friday, September 4, 2020 0 7 0 0 0 0
Golden State Hop Cider 0 0 0 1 1 0
Hop Valley Citrus Mistress 0 0 0 0 1 0
Kona Tropical Seltzer 0 0 0 1 1 0
Mike’s Harder 0 0 0 0 1 0
MXD Long Island Iced Tea 0 0 0 1 1 0
MXD Margarta 0 0 0 1 1 0
Natrual Light Selzter 0 0 0 2 2 0
Natty Rush 0 0 0 1 1 0
Outcider 0 0 0 0 3 0
Pabst Seltzer 0 0 0 1 1 0
Paulaner Grapefruit Radler 20 0 0 0 0 13
Rainier 5 0 0 0 0 2
Saturday, August 8, 2020 0 7 0 0 0 0
Saturday, July 11, 2020 0 2 0 0 0 0
Saturday, July 4, 2020 0 8 0 0 0 0
Saturday, June 20, 2020 0 9 0 0 0 0
Saturday, June 27, 2020 0 9 0 0 0 0
Saturday, September 19, 2020 0 3 0 0 0 0
Schofferhofer 33 0 0 0 0 20
Seven Peaks Seltzer 0 0 0 1 1 0
Smirnoff Ice Smash 0 0 0 1 1 0
Stiegl Lemon Radler 1 0 0 0 0 0
Stiegl Radler 4 0 0 0 0 0
Stiegl Raspberry Radler 1 0 0 0 0 0
Sunday, August 2, 2020 0 4 0 0 0 0
Sunday, September 6, 2020 0 5 0 0 0 0
Thursday, September 3, 2020 0 6 0 0 0 0
TW Beer Mix 1 0 0 0 0 0
Vizzy Seltzer 0 0 0 1 1 0
Water 2 0 5 0 0 10
Wednesday, June 3, 2020 0 6 0 0 0 0
Wednesday, May 27, 2020 0 3 0 0 0 0
Whisky 0 0 0 0 0 1
White Claw Seltzer 0 0 0 5 6 0
Wild Basin Seltzer 0 0 0 1 1 0
Wine 0 0 0 0 0 1
Chuck date_text Karly Neil Shawn Steve Total n
Bad Granny Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Bon Viv 7.4 0.0 0.0 18.5 74.1 0.0 100 27
Bud Light Strawberita 0.0 0.0 0.0 0.0 100.0 0.0 100 4
Bud Seltzer 60.0 0.0 0.0 0.0 20.0 20.0 100 5
Busch Lite 19.5 0.0 0.0 42.8 28.4 9.4 100 395
Cancer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Coors Light 91.7 0.0 0.0 0.0 0.0 8.3 100 12
Flying Embers Ginger 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Flying Embers Pineapple 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Friday, August 14, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, August 21, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, August 28, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, August 7, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, July 10, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, July 17, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 10
Friday, July 24, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, July 31, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, June 12, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, June 5, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 10
Friday, May 22, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, May 29, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, October 2, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 101
Friday, September 11, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, September 18, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, September 25, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, September 4, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Golden State Hop Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Hop Valley Citrus Mistress 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Kona Tropical Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Mike’s Harder 0.0 0.0 0.0 0.0 100.0 0.0 100 1
MXD Long Island Iced Tea 0.0 0.0 0.0 50.0 50.0 0.0 100 2
MXD Margarta 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Natrual Light Selzter 0.0 0.0 0.0 50.0 50.0 0.0 100 4
Natty Rush 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Outcider 0.0 0.0 0.0 0.0 100.0 0.0 100 3
Pabst Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Paulaner Grapefruit Radler 60.6 0.0 0.0 0.0 0.0 39.4 100 33
Rainier 71.4 0.0 0.0 0.0 0.0 28.6 100 7
Saturday, August 8, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Saturday, July 11, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 2
Saturday, July 4, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Saturday, June 20, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Saturday, June 27, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Saturday, September 19, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 3
Schofferhofer 62.3 0.0 0.0 0.0 0.0 37.7 100 53
Seven Peaks Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Smirnoff Ice Smash 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Stiegl Lemon Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Stiegl Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 4
Stiegl Raspberry Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Sunday, August 2, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 4
Sunday, September 6, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 5
Thursday, September 3, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
TW Beer Mix 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Vizzy Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Water 11.8 0.0 29.4 0.0 0.0 58.8 100 17
Wednesday, June 3, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Wednesday, May 27, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 3
Whisky 0.0 0.0 0.0 0.0 0.0 100.0 100 1
White Claw Seltzer 0.0 0.0 0.0 45.5 54.5 0.0 100 11
Wild Basin Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Wine 0.0 0.0 0.0 0.0 0.0 100.0 100 1
All 17.9 32.1 0.6 21.7 18.2 9.6 100 895
Chuck date_text Karly Neil Shawn Steve All
Bad Granny Cider 0.0 0.0 0 0.5 0.6 0.0 0.2
Bon Viv 1.2 0.0 0 2.6 12.3 0.0 3.0
Bud Light Strawberita 0.0 0.0 0 0.0 2.5 0.0 0.4
Bud Seltzer 1.9 0.0 0 0.0 0.6 1.2 0.6
Busch Lite 48.1 0.0 0 87.1 68.7 43.0 44.1
Cancer 0.0 0.0 0 0.5 0.6 0.0 0.2
Coors Light 6.9 0.0 0 0.0 0.0 1.2 1.3
Flying Embers Ginger 0.0 0.0 0 0.0 0.6 0.0 0.1
Flying Embers Pineapple 0.0 0.0 0 0.5 0.0 0.0 0.1
Friday, August 14, 2020 0.0 3.1 0 0.0 0.0 0.0 1.0
Friday, August 21, 2020 0.0 2.8 0 0.0 0.0 0.0 0.9
Friday, August 28, 2020 0.0 2.8 0 0.0 0.0 0.0 0.9
Friday, August 7, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Friday, July 10, 2020 0.0 3.1 0 0.0 0.0 0.0 1.0
Friday, July 17, 2020 0.0 3.5 0 0.0 0.0 0.0 1.1
Friday, July 24, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Friday, July 31, 2020 0.0 2.8 0 0.0 0.0 0.0 0.9
Friday, June 12, 2020 0.0 3.1 0 0.0 0.0 0.0 1.0
Friday, June 5, 2020 0.0 3.5 0 0.0 0.0 0.0 1.1
Friday, May 22, 2020 0.0 2.1 0 0.0 0.0 0.0 0.7
Friday, May 29, 2020 0.0 2.1 0 0.0 0.0 0.0 0.7
Friday, October 2, 2020 0.0 35.2 0 0.0 0.0 0.0 11.3
Friday, September 11, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Friday, September 18, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Friday, September 25, 2020 0.0 2.1 0 0.0 0.0 0.0 0.7
Friday, September 4, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Golden State Hop Cider 0.0 0.0 0 0.5 0.6 0.0 0.2
Hop Valley Citrus Mistress 0.0 0.0 0 0.0 0.6 0.0 0.1
Kona Tropical Seltzer 0.0 0.0 0 0.5 0.6 0.0 0.2
Mike’s Harder 0.0 0.0 0 0.0 0.6 0.0 0.1
MXD Long Island Iced Tea 0.0 0.0 0 0.5 0.6 0.0 0.2
MXD Margarta 0.0 0.0 0 0.5 0.6 0.0 0.2
Natrual Light Selzter 0.0 0.0 0 1.0 1.2 0.0 0.4
Natty Rush 0.0 0.0 0 0.5 0.6 0.0 0.2
Outcider 0.0 0.0 0 0.0 1.8 0.0 0.3
Pabst Seltzer 0.0 0.0 0 0.5 0.6 0.0 0.2
Paulaner Grapefruit Radler 12.5 0.0 0 0.0 0.0 15.1 3.7
Rainier 3.1 0.0 0 0.0 0.0 2.3 0.8
Saturday, August 8, 2020 0.0 2.4 0 0.0 0.0 0.0 0.8
Saturday, July 11, 2020 0.0 0.7 0 0.0 0.0 0.0 0.2
Saturday, July 4, 2020 0.0 2.8 0 0.0 0.0 0.0 0.9
Saturday, June 20, 2020 0.0 3.1 0 0.0 0.0 0.0 1.0
Saturday, June 27, 2020 0.0 3.1 0 0.0 0.0 0.0 1.0
Saturday, September 19, 2020 0.0 1.0 0 0.0 0.0 0.0 0.3
Schofferhofer 20.6 0.0 0 0.0 0.0 23.3 5.9
Seven Peaks Seltzer 0.0 0.0 0 0.5 0.6 0.0 0.2
Smirnoff Ice Smash 0.0 0.0 0 0.5 0.6 0.0 0.2
Stiegl Lemon Radler 0.6 0.0 0 0.0 0.0 0.0 0.1
Stiegl Radler 2.5 0.0 0 0.0 0.0 0.0 0.4
Stiegl Raspberry Radler 0.6 0.0 0 0.0 0.0 0.0 0.1
Sunday, August 2, 2020 0.0 1.4 0 0.0 0.0 0.0 0.4
Sunday, September 6, 2020 0.0 1.7 0 0.0 0.0 0.0 0.6
Thursday, September 3, 2020 0.0 2.1 0 0.0 0.0 0.0 0.7
TW Beer Mix 0.6 0.0 0 0.0 0.0 0.0 0.1
Vizzy Seltzer 0.0 0.0 0 0.5 0.6 0.0 0.2
Water 1.2 0.0 100 0.0 0.0 11.6 1.9
Wednesday, June 3, 2020 0.0 2.1 0 0.0 0.0 0.0 0.7
Wednesday, May 27, 2020 0.0 1.0 0 0.0 0.0 0.0 0.3
Whisky 0.0 0.0 0 0.0 0.0 1.2 0.1
White Claw Seltzer 0.0 0.0 0 2.6 3.7 0.0 1.2
Wild Basin Seltzer 0.0 0.0 0 0.5 0.6 0.0 0.2
Wine 0.0 0.0 0 0.0 0.0 1.2 0.1
Total 100.0 100.0 100 100.0 100.0 100.0 100.0
n 160.0 287.0 5 194.0 163.0 86.0 895.0

Drinking Habits

Glory and Shame

This table depicts overall Beerio statistics for all tracked players. So far, we have scored 28,556 points in 388 games.

Scores

Game Figures

Past Nine Days

The first figure depicts Beerio scores over games in the most recent 9 days. Punishments are indicated by a blue shell. Days with only one game are excluded.

Scores Over Games

The next plot pools the data across evenings to show the change in average score for each player as the evening wears on. Points indicate scores for each match, jittered horizontally to reduce overplotting. In a linear model, each additional game is associated with a score difference of -0.35 (95% CI: -0.52, -0.19). The relationship between game and score appears nonlinear, however. Accordingly, the lines on the plot are loess splines of score on game number. These splines represent nonparametric trends–they will, however, tend to be overly flexible with few data points.

Score Distributions

The next plot depicts overall score distributions for each player as a violin–a symmetrical density plot. Wider cross-sections indicate more games with scores in that range. Points indicate scores for each match, jittered horizontally to reduce overplotting. The line inside the violin denotes the median score.

Overall Score Distribution

The last plot depicts the overall score distribution with mean (23.4) and median (22). Green bar sections indicate scores receiving shots.

Round Data

Round-Level Scores

This section depicts the round-level data which contains information on scores in specific maps. Due to difficulty, it may be recorded less frequently than game-level data. The table below shows all recorded rounds.

Player Scores by Course

The next table displays average scores for each player on each course.

Course Info

The next table depicts map-specific average scores with frequencies and percentages played.

Round Figures

Scores Over Rounds

The first plot depicts scores over rounds across all nights. That is, the first round of the second match is treated as round 5. Points are jittered for visibility.

Scores Over Rounds

The next plot facets the above information into separate days. The lines will be somewhat over-fit as individuals only have one data point per round.

Player-Course Score Distributions

The next plot shows the full distribution of scores for each map colored by player. Courses are sorted by their overall mean score–the map with the current highest mean score is Dragon Palace.

Player-Course Score Deviations

The next plot shows differences between each player’s overall average score and their average for the given course. For example, the plot indicates the difference between Neil’s overall average and his Sweet Sweet Kingdom average is -1.

Alternate Deviations

This plot provides an alternate visualization of the same information.